{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examples of Tree Models using Sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import BaggingClassifier,RandomForestClassifier,AdaBoostClassifier\n",
    "import sklearn.tree as tree\n",
    "from sklearn.model_selection import cross_val_score,train_test_split\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(303, 14)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Sex</th>\n",
       "      <th>ChestPain</th>\n",
       "      <th>RestBP</th>\n",
       "      <th>Chol</th>\n",
       "      <th>Fbs</th>\n",
       "      <th>RestECG</th>\n",
       "      <th>MaxHR</th>\n",
       "      <th>ExAng</th>\n",
       "      <th>Oldpeak</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Ca</th>\n",
       "      <th>Thal</th>\n",
       "      <th>AHD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>typical</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>fixed</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>asymptomatic</td>\n",
       "      <td>160</td>\n",
       "      <td>286</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>normal</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>asymptomatic</td>\n",
       "      <td>120</td>\n",
       "      <td>229</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>reversable</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>nonanginal</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>nontypical</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age  Sex     ChestPain  RestBP  Chol  Fbs  RestECG  MaxHR  ExAng  Oldpeak  \\\n",
       "1   63    1       typical     145   233    1        2    150      0      2.3   \n",
       "2   67    1  asymptomatic     160   286    0        2    108      1      1.5   \n",
       "3   67    1  asymptomatic     120   229    0        2    129      1      2.6   \n",
       "4   37    1    nonanginal     130   250    0        0    187      0      3.5   \n",
       "5   41    0    nontypical     130   204    0        2    172      0      1.4   \n",
       "\n",
       "   Slope   Ca        Thal  AHD  \n",
       "1      3  0.0       fixed   No  \n",
       "2      2  3.0      normal  Yes  \n",
       "3      2  2.0  reversable  Yes  \n",
       "4      3  0.0      normal   No  \n",
       "5      1  0.0      normal   No  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(r'E:\\programming\\dataset\\Into_to_statstical_learning\\Heart.csv',index_col = 0)\n",
    "print(data.shape)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "No     160\n",
       "Yes    137\n",
       "Name: AHD, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['AHD'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "asymptomatic    142\n",
       "nonanginal       83\n",
       "nontypical       49\n",
       "typical          23\n",
       "Name: ChestPain, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# encoding the categorical variables\n",
    "data['ChestPain'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "normal        164\n",
       "reversable    115\n",
       "fixed          18\n",
       "Name: Thal, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Thal'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The below code taken from - https://github.com/hardikkamboj/Code/blob/master/my_encoder/my_encoder.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for encoding\n",
    "\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "import pandas as pd\n",
    "from sklearn.base import BaseEstimator, TransformerMixin\n",
    "\n",
    "\n",
    "class Myencoder(BaseEstimator, TransformerMixin):\n",
    "   \n",
    "    def __init__(self,drop = 'first',sparse=False):\n",
    "        self.encoder = OneHotEncoder(drop = drop,sparse = sparse)\n",
    "        self.drop = True if drop == 'first' else False\n",
    "        self.features_to_encode = []\n",
    "        self.columns = []\n",
    "    \n",
    "    def fit(self,X_train,features_to_encode):\n",
    "        \n",
    "        data = X_train.copy()\n",
    "        self.features_to_encode = features_to_encode\n",
    "        data_to_encode = data[self.features_to_encode]\n",
    "        self.columns = pd.get_dummies(data_to_encode,drop_first = self.drop).columns\n",
    "        self.encoder.fit(data_to_encode)\n",
    "        return self.encoder\n",
    "    \n",
    "    def transform(self,X_test):\n",
    "        \n",
    "        data = X_test.copy()\n",
    "        data.reset_index(drop = True,inplace =True)\n",
    "        data_to_encode = data[self.features_to_encode]\n",
    "        data_left = data.drop(self.features_to_encode,axis = 1)\n",
    "        \n",
    "        data_encoded = pd.DataFrame(self.encoder.transform(data_to_encode),columns = self.columns)\n",
    "        \n",
    "        return pd.concat([data_left,data_encoded],axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OneHotEncoder(categorical_features=None, categories=None, drop=None,\n",
       "              dtype=<class 'numpy.float64'>, handle_unknown='error',\n",
       "              n_values=None, sparse=False)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_enc = Myencoder(drop = None)\n",
    "my_enc.fit(data,['ChestPain','Thal'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = my_enc.transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Sex</th>\n",
       "      <th>RestBP</th>\n",
       "      <th>Chol</th>\n",
       "      <th>Fbs</th>\n",
       "      <th>RestECG</th>\n",
       "      <th>MaxHR</th>\n",
       "      <th>ExAng</th>\n",
       "      <th>Oldpeak</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Ca</th>\n",
       "      <th>AHD</th>\n",
       "      <th>ChestPain_asymptomatic</th>\n",
       "      <th>ChestPain_nonanginal</th>\n",
       "      <th>ChestPain_nontypical</th>\n",
       "      <th>ChestPain_typical</th>\n",
       "      <th>Thal_fixed</th>\n",
       "      <th>Thal_normal</th>\n",
       "      <th>Thal_reversable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>286</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>229</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age  Sex  RestBP  Chol  Fbs  RestECG  MaxHR  ExAng  Oldpeak  Slope   Ca  \\\n",
       "0   63    1     145   233    1        2    150      0      2.3      3  0.0   \n",
       "1   67    1     160   286    0        2    108      1      1.5      2  3.0   \n",
       "2   67    1     120   229    0        2    129      1      2.6      2  2.0   \n",
       "3   37    1     130   250    0        0    187      0      3.5      3  0.0   \n",
       "4   41    0     130   204    0        2    172      0      1.4      1  0.0   \n",
       "\n",
       "   AHD  ChestPain_asymptomatic  ChestPain_nonanginal  ChestPain_nontypical  \\\n",
       "0   No                     0.0                   0.0                   0.0   \n",
       "1  Yes                     1.0                   0.0                   0.0   \n",
       "2  Yes                     1.0                   0.0                   0.0   \n",
       "3   No                     0.0                   1.0                   0.0   \n",
       "4   No                     0.0                   0.0                   1.0   \n",
       "\n",
       "   ChestPain_typical  Thal_fixed  Thal_normal  Thal_reversable  \n",
       "0                1.0         1.0          0.0              0.0  \n",
       "1                0.0         0.0          1.0              0.0  \n",
       "2                0.0         0.0          0.0              1.0  \n",
       "3                0.0         0.0          1.0              0.0  \n",
       "4                0.0         0.0          1.0              0.0  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['AHD'] = data['AHD'].map({'Yes':1,'No':0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Sex</th>\n",
       "      <th>RestBP</th>\n",
       "      <th>Chol</th>\n",
       "      <th>Fbs</th>\n",
       "      <th>RestECG</th>\n",
       "      <th>MaxHR</th>\n",
       "      <th>ExAng</th>\n",
       "      <th>Oldpeak</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Ca</th>\n",
       "      <th>AHD</th>\n",
       "      <th>ChestPain_asymptomatic</th>\n",
       "      <th>ChestPain_nonanginal</th>\n",
       "      <th>ChestPain_nontypical</th>\n",
       "      <th>ChestPain_typical</th>\n",
       "      <th>Thal_fixed</th>\n",
       "      <th>Thal_normal</th>\n",
       "      <th>Thal_reversable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>145</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>286</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>67</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>229</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>129</td>\n",
       "      <td>1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age  Sex  RestBP  Chol  Fbs  RestECG  MaxHR  ExAng  Oldpeak  Slope   Ca  \\\n",
       "0   63    1     145   233    1        2    150      0      2.3      3  0.0   \n",
       "1   67    1     160   286    0        2    108      1      1.5      2  3.0   \n",
       "2   67    1     120   229    0        2    129      1      2.6      2  2.0   \n",
       "3   37    1     130   250    0        0    187      0      3.5      3  0.0   \n",
       "4   41    0     130   204    0        2    172      0      1.4      1  0.0   \n",
       "\n",
       "   AHD  ChestPain_asymptomatic  ChestPain_nonanginal  ChestPain_nontypical  \\\n",
       "0    0                     0.0                   0.0                   0.0   \n",
       "1    1                     1.0                   0.0                   0.0   \n",
       "2    1                     1.0                   0.0                   0.0   \n",
       "3    0                     0.0                   1.0                   0.0   \n",
       "4    0                     0.0                   0.0                   1.0   \n",
       "\n",
       "   ChestPain_typical  Thal_fixed  Thal_normal  Thal_reversable  \n",
       "0                1.0         1.0          0.0              0.0  \n",
       "1                0.0         0.0          1.0              0.0  \n",
       "2                0.0         0.0          0.0              1.0  \n",
       "3                0.0         0.0          1.0              0.0  \n",
       "4                0.0         0.0          1.0              0.0  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting the X and y data\n",
    "X = data.drop('AHD',axis = 1)\n",
    "y = data['AHD']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decision Tree Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "score_dict = {}\n",
    "for tree_size in np.arange(1,21):\n",
    "    cls = DecisionTreeClassifier(max_depth=tree_size)\n",
    "    score_dict[tree_size] = np.mean(cross_val_score(cls,X,y,cv=10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '10 CV Score')"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(score_dict.keys()),list(score_dict.values()),marker = 'o')\n",
    "plt.xlabel('Tree Max Depth')\n",
    "plt.ylabel('10 CV Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=10,\n",
       "                       max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort=False,\n",
       "                       random_state=None, splitter='best')"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the best performane is when max tree deoth is 10\n",
    "cls = DecisionTreeClassifier(max_depth=10)\n",
    "cls.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7573446327683616\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(cross_val_score(cls,X,y,cv=5)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(25,20))\n",
    "_ = tree.plot_tree(cls, \n",
    "                   feature_names=X.columns,  \n",
    "                   class_names=['0','1'],\n",
    "                   filled=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the best performane is when max tree deoth is 10\n",
    "cls = DecisionTreeClassifier(max_depth=2)\n",
    "cls.fit(X,y)\n",
    "\n",
    "fig = plt.figure(figsize=(25,20))\n",
    "_ = tree.plot_tree(cls, \n",
    "                   feature_names=X.columns,  \n",
    "                   class_names=['0','1'],\n",
    "                   filled=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bagging classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 99/99 [07:42<00:00,  4.50s/it]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "oob_dict = {}\n",
    "for tree_size in tqdm(np.arange(10,1000,10)):    \n",
    "    base_clf = DecisionTreeClassifier()\n",
    "    bagging_model = BaggingClassifier(base_estimator=base_clf,\n",
    "                                     n_estimators=1000,oob_score=True)\n",
    "\n",
    "    bagging_model.fit(X,y)\n",
    "    oob_dict[tree_size] = bagging_model.oob_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'OOB Score')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(oob_dict.keys()),list(oob_dict.values()))\n",
    "plt.xlabel('Number of Trees')\n",
    "plt.ylabel('OOB Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_importances = np.mean([tree.feature_importances_ for tree in bagging_model.estimators_], axis=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.08481101, 0.0259113 , 0.06676586, 0.07487228, 0.00472276,\n",
       "       0.01126878, 0.0907505 , 0.02294677, 0.09656291, 0.0278734 ,\n",
       "       0.13491926, 0.13965269, 0.01054911, 0.00492064, 0.00927962,\n",
       "       0.00265751, 0.15642445, 0.03511115])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_importances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1abae215748>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(feature_importances,index = X.columns).sort_values(ascending=False).plot.bar(figsize = (12,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Forests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                           | 0/99 [00:00<?, ?it/s]C:\\Users\\Lenovo\\Anaconda3\\lib\\site-packages\\sklearn\\ensemble\\forest.py:460: UserWarning: Some inputs do not have OOB scores. This probably means too few trees were used to compute any reliable oob estimates.\n",
      "  warn(\"Some inputs do not have OOB scores. \"\n",
      "C:\\Users\\Lenovo\\Anaconda3\\lib\\site-packages\\sklearn\\ensemble\\forest.py:465: RuntimeWarning: invalid value encountered in true_divide\n",
      "  predictions[k].sum(axis=1)[:, np.newaxis])\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 99/99 [03:03<00:00,  3.43s/it]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "oob_dict_rf = {}\n",
    "for tree_size in tqdm(np.arange(10,1000,10)):    \n",
    "    rf = RandomForestClassifier(n_estimators=tree_size,oob_score=True)\n",
    "    rf.fit(X,y)\n",
    "    oob_dict_rf[tree_size] = rf.oob_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1abaed0ee48>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(oob_dict.keys()),list(oob_dict.values()),label = 'Bagging')\n",
    "plt.plot(list(oob_dict_rf.keys()),list(oob_dict_rf.values()),label = 'Random Forests',color = 'orange')\n",
    "plt.xlabel('Number of Trees')\n",
    "plt.ylabel('OOB Score')\n",
    "plt.ylim(0.76,0.84)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1abaed46cf8>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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G7ATMBXaLiLnVw/YEfp2ZmwMHAwdV9x8MfOmBlytJkiSN3ygjydsBizLzmsy8Ezge2Ll6zM7Asd3XJwM7REQARMRfAdcAV8xMyZIkSdJ4jRKSNwauG7q9uDs25WMy8y7gFmDDiFgX+CfgPQ+8VEmSJGkyRgnJMcWxHPEx7wEOzszfTPsGEXtFxMKIWHjjjTeOUJIkSZI0PrNGeMxi4NFDtzcBrl/OYxZHxCxgA+Am4KnAyyPiQ8DDgHsi4o7M/PjwkzPzSOBIgHnz5tUBXJIkSZqoUULyRcAWEbEZ8FNgV+BV1WNOA/YAvg28HDg7MxN45uABEbE/8Js6IEuSJEl9s8KQnJl3RcTewJnAmsDRmXlFRBwALMzM04CjgOMiYhFlBHnXcRYtSZIkjdMoI8lk5hnAGdWx/Ya+vgPYZQWvsf/9qE+SJEmauJFCsiRJ4zJnwekz8jrXHjh/Rl5HksBtqSVJkqR7MSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJlVmtC5AkqW/mLDh9xl7r2gPnz9hrSZocR5IlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaoYkiVJkqSKIVmSJEmqGJIlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaoYkiVJkqSKIVmSJEmqGJIlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaoYkiVJkqSKIVmSJEmqGJIlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaqMFJIjYseIuDoiFkXEginuXzsiTujuvyAi5nTHnx8RF0fE5d3vz5vZ8iVJkqSZt8KQHBFrAocBOwFzgd0iYm71sD2BX2fm5sDBwEHd8V8CL8rMrYA9gONmqnBJkiRpXEYZSd4OWJSZ12TmncDxwM7VY3YGju2+PhnYISIiM7+Tmdd3x68A1omItWeicEmSJGlcRgnJGwPXDd1e3B2b8jGZeRdwC7Bh9ZiXAd/JzN/dv1IlSZKkyZg1wmNiimN5Xx4TEU+gTMF4wZRvELEXsBfApptuOkJJkiRJ0viMEpIXA48eur0JcP1yHrM4ImYBGwA3AUTEJsCpwF9n5o+meoPMPBI4EmDevHl1AJckabU3Z8HpM/Za1x44f8ZeS1pVjRKSLwK2iIjNgJ8CuwKvqh5zGmVh3reBlwNnZ2ZGxMOA04F9MvP8mStbkiS1ZnDXqmyFc5K7OcZ7A2cCVwInZuYVEXFARLy4e9hRwIYRsQh4OzBoE7c3sDmwb0Rc2v16xIz/KSRJkqQZNMpIMpl5BnBGdWy/oa/vAHaZ4nnvA973AGuUJEmSJsod9yRJkqSKIVmSJEmqGJIlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaoYkiVJkqSKIVmSJEmqGJIlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaoYkiVJkqSKIVmSJEmqGJIlSZKkiiFZkiRJqhiSJUmSpIohWZIkSaoYkiVJkqSKIVmSJEmqGJIlSZKkyqzWBUiSJM2kOQtOn5HXufbA+TPyOlo5OZIsSZIkVQzJkiRJUsWQLEmSJFUMyZIkSVLFkCxJkiRVDMmSJElSxZAsSZIkVQzJkiRJUsWQLEmSJFUMyZIkSVLFkCxJkiRVDMmSJElSZVbrAiRJklZ1cxacPiOvc+2B82fkdbRijiRLkiRJFUOyJEmSVHG6hSRJ0mpopqaAwKo5DcSRZEmSJKliSJYkSZIqhmRJkiSpYkiWJEmSKoZkSZIkqWJIliRJkiqGZEmSJKliSJYkSZIqhmRJkiSp4o57kiRJ6oU+7QLoSLIkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVDEkS5IkSRVDsiRJklQxJEuSJEkVQ7IkSZJUMSRLkiRJFUOyJEmSVBkpJEfEjhFxdUQsiogFU9y/dkSc0N1/QUTMGbpvn+741RHxwpkrXZIkSRqPFYbkiFgTOAzYCZgL7BYRc6uH7Qn8OjM3Bw4GDuqeOxfYFXgCsCPw793rSZIkSb01ykjydsCizLwmM+8Ejgd2rh6zM3Bs9/XJwA4REd3x4zPzd5n5Y2BR93qSJElSb40SkjcGrhu6vbg7NuVjMvMu4BZgwxGfK0mSJPVKZOb0D4jYBXhhZr6+u/0aYLvM/Puhx1zRPWZxd/tHlBHjA4BvZ+anuuNHAWdk5inVe+wF7NXdfDxw9Qz82QA2An45Q681U6xpdH2sy5pGY02j62Nd1jQaaxpdH+uyptGs6jU9JjNnT3XHrBGevBh49NDtTYDrl/OYxRExC9gAuGnE55KZRwJHjlDLfRIRCzNz3ky/7gNhTaPrY13WNBprGl0f67Km0VjT6PpYlzWNZnWuaZTpFhcBW0TEZhGxFmUh3mnVY04D9ui+fjlwdpYh6tOAXbvuF5sBWwAXzkzpkiRJ0niscCQ5M++KiL2BM4E1gaMz84qIOABYmJmnAUcBx0XEIsoI8q7dc6+IiBOB7wN3AW/OzLvH9GeRJEmSZsQo0y3IzDOAM6pj+w19fQewy3Ke+37g/Q+gxgdixqdwzABrGl0f67Km0VjT6PpYlzWNxppG18e6rGk0q21NK1y4J0mSJK1u3JZakiRJqhiSJUmSpMpIc5K1eoiItTPzd63rkFZlEfFI4APAozJzp4iYCzwtM49qXJok9U5EvHS6+zPzc2N771V1TnJEPAJYZ3A7M3/SsJxlRMTDKJ0+Wi1oJCKOzszXDd1eD/hCZu7Qqqaujs2AG7rFoETEg4FHZua1E67jUGC5/zky8y0TLGcZfQtZEfHk6e7PzEsmVctARKwDvBHYHLgcOKrbDbS5iPgScAzw/zJzm663/Hcyc6vGpWkEEfFe4D2D76eIWB84JDNf27ay/oqIjSndsQCub/F/sWXQWp6IePh092fmTZOqpdZtJPflzLwtIv4FeDLwvkY/z4/pvnwE8HTg7O72c4FzM3Paf9sHYpUbSY6IFwMfBR4F/AJ4DHAl8IQGtTwa2Ler5fPAZ4D3Aq8BPjvpeio/jYjDM/PvIuIPgNOB/2hcE8BJlP8EA3d3x7adcB0LJ/x+98Un6UJWd/sHwAmUVowtfHSa+xJ43qQKGXIs8HvgG8BOwFzgrQ3qmMpGmXliROwDS9psNm+NGRGXc+8Tw1so/xfel5m/alDTlsDhlBPlJ0bE1sCLM/N9k65lyCzggoh4LfCHwKHdr4lbzr8ZQACZmVtPuKTy5uV7+0GZeUB36NvAzcBalP+bH2xQ1oumuS+BiYdk4OLuvWOK+xJ47GTLWca+mXlSRGwPvBD4COX/4lMnXcjgBDQi/huYm5k3dLf/CDhsnO+9yoVkSgj9M+BrmfmnEfFcYLdGtfwXcB5wCrAj8D/AFcDWmfmzRjUBkJn7RsRBEXEE8BTgwHq78EZmZeadgxuZeWe3ic1EZeaxk37P+6BXISszn9vqvacxdzAyGxFH0a9NjH4bERvShZuI+DNKGG3tS5ST0s90t3ftfr+VcmI2XcgYl/8A3gV8AiAzL4uIzwDNQnJm7hMRZwEXAL8GnpWZixqV85eN3ndFdgGeOXT7V93n8ZqUz8SJh+Q+jvRn5mata5jG4DNlPnB4Zn4hIvZvWA/AnEFA7vwc2HKcb7gqhuTfZ+avImKNiFgjM8+JiIMa1fLwzNy/+/rMiPg5sG3Leb/VJacLKSPdFwIZES9tccmpcmNEvLjbpIaI2JmGe8ZHxGzgnygjkcPTd1qMjg70MmRFxIOAvwOe1R06F/hEZv6+QTlL3rM7iWhQwnK9nbIb6eMi4nxgNmWn0taekZnPGLp9eUScn5nPiIhXN6rpIZl5YfXv13TaTEQ8CzgEOADYCvh4RLwuM6+fdC2Z+b+Tfs9RZeZvh24e0h27u5tC11REzKdcXR7+mX7A8p8xft0V3S1Ytqavt6uIn0bEJ4A/Bw6KiLVp3+zh3Ig4k3IlPikn8ueM8w1XxZB8cze/9uvApyPiFzT8odp94w9+wv8MeEhErAvN5hvVo0HfAR7UHW91yWnYGyn/bh+n/L1dB/x1w3o+TZnKML+rbQ/gxob1QH9D1uGU76V/726/pjv2+ga1bBMRt3ZfB/Dg7vbgMvT6DWqC8uaXRMSzgcd39Vzd6ESitl5EPDUzLwCIiO2A9br7Wv0M/WVEPI6lJ4QvB26Y/ilj9xFgl8z8PiwZeDgb+ONWBXUnyocCf0KZ0rAm8NuG3+frRcSDBt/XmfnJrs61gWb/97oajgAeQpnP+p+Un51NrzRFxOsp08E2AS6lXA3/Nm2mqg28gnIF/COZeXM3teFdDeshM/eOiJewdCDmyMw8dZzvucos3IuIzYFHUr7B/o9yxrM7ZU7y6Zl5cYOargXuYTnzjTKz5XyjXutOdCIzb2tcx8WZ+ZSIuGwwvy8izsvMZzeuaxY9C1kR8d3M3GZFx1ZXfVw4NCwitgWOpgTjoEyzeD1litj8zDyxQU2Ppeys9XTK1IYfA7u3HEGNiDUz8+7q2IYt5mwPvf9CyqjaScA8ysDC5pn5/6Z94vjq+QBlvvbemXl7d2xd4OPAzzJznxZ1dXVclplbD/2+HvC5zHxBw5oup6y7+Z/MfFJE/DFlcegrW9XU1fVkYHvKSer5LRbt1SLiMcAWmfm1iHgIsOY4c8KqNJL8MeCfhy7x3AMcGxHzgP1pMJ8uM+dM+j1H1a3+35N7X3J63XKfNN56Xp2Zn4qIt1fHB3X9a4u6WHrZ/obuEt31lLP9ZqYIW1tGxC3A5Zn5ixY1de6OiMdl5o9gScBpviANoPthOhe4NjNbTd/p48KhpQVkXgRsFREbUE5Qbx66e+IBuavpGuDPu4C1RuuT5s5GXQjcODN3HHSXod3CWQAyc9FQgD8mIr7VsJx9gfcDP4mIwQnNppS/o32bVVX8X/f77RHxKOBXQOu5wXdk5h0RMWjFelVEPL5lQRGxH2Vu+eDn0jERcVLLRbMR8bfAXsDDgccBGwNHAGPryrUqheQ5mXlZfTAzF0bEnMmX08/WWEOOA66irFo9gDLqfmXDetbtfn/oFPe1vNzxvi40vINyOXN94B8a1gPl5OZpLJ2L9RzKotAtI+KAzDyuUV3vAs6JiGsoI5GPAZoslonS5ebfgJuAf6GsgP45MCci/qnFwsw+Lhwa1l0KfxkwB5g1dILabK5mN/f+3XSjWRHxTeCAlqO29K+7DJTAtxZwaUR8iDIlZd0VPGdsuqC+ICLeQ2nDCLAoM/9vmqdNyn9HacP6YeASyufLf7YticVdTZ8HvhoRv6YMyLS0G/CnubQd64GUv6+WnWXeDGxHWTRLZv4wSrvfsVmVplssyszN7+t9Y65peEL5UyjtXgay5eKviPhOt9p4cMnpQcCZjRekERHPyMzzV3RsdRYRXwRen5k/724/kqVzf7+emU9sWNvaLJ0GclWrRaoR8V3KKMgGlJOJrTPzmu4H6lnZsCdxHfyAPgQ/IuLLlAWgFzN0BSAzp2vxN+6avkpZX/Kp7tDuwHMy888b1nRRZm47+BnaHbs0M5/UsKbHUE4C16KcxG8A/HurrhvdQs+oT9i7kcDfZuZnpn7mZHU/r9bJzOYLnwe69QobUHoU37mix4+xji8Buw2uKHUh/lOZ2ayjSkRckJlPHcovs4BLcoytDlelkeSLIuJvM3OZXr8RsSfLhtOJyaHWWN0/ap9aZQ2mEdwcEU+kLCqc066cJQ6lNC1f0bGJiLK5yd/Tja4Njmfmi1vU05kzCMidXwBbZuZNEdF6bvJTWPp3tU1EkJn/1aCOezLzBwAR8ePusj2Z+YuIaL2pyPGU4Pey7vbulJHIZsGvs0lm7ti4htrDMxKvNkUAACAASURBVPO9Q7ffFxF/1ayaonfdZYbmaN8BvKdlLZ13sHRx1bATKCetzUJyRLwZ+HRm3pyZv4uIh0TEmzLz31f45PHV9GfAFZl5W2aeFxEPBf6UbsR0wrUMNtL6HXBFd6KawPMpJ/QtnRcR/0xZiP184E3AF8f5hqtSSH4bcGpE7M7SUDyPcmb9kmZVLdW3Ifsjo3Te2JfSKWE9YL9WxUTE0yiLc2ZX85LXZ+lOTS18nnIZ9YuUee598I0oTdVP6m6/DPh6N2/z5uU/bbwi4jjKPLFLWToSmZR+4ZO2Rvf9vQZwTyzbZaZ1G6M+Bj+Ab0XEVpl5eetChpwTEbuydE70yykbH7XUu+4yEfEMytqbx7DsyXyrxeFTLqbKzFu7q5Yt/W1mLtmAIjN/3Y1wNwvJlCuBwwNBv53i2KQMNtK6GBjuHHHu5Eu5lwWU6YaXA28AzmDMU2VWmekWA1E2Dxlcbr4iM8+e7vGTEhGXZGaT0dCVQXeJ6TmUNmtHDN11G/DFzPxho7ouyMyJ7zA0nSiTRV9KuVwPZeHJH2Xmm9tVBRFxJWUTj+Y/VGL6zjJNm/hHxEcoH0TDwe8JmfnuVjUBRMT3KfNHf0wZRWq6a1tX022UubWDE9Q1KAECJtzKL0r3j+sy82fdZd43UE5Qvw/sl223EL6KMs2inirTZApP97NgXi7bK5luhPSizGzZLu8yYJvBz6koG5xclpkT35V3qKZ7TdeJoY5KE65l08z8yaTfdxQR8Yh6cXpEPD4zrx7be/bg82yVNXTZAkp7nuOH78/Mt0y8qE43j/UDwKMyc6fBCu3MbLpCOyIekz1qkB8Rr6I0eP8KJTgAzRddEhFPAl5F6WX5Y+CUzPx445pOAt6Sy+6IpE4X+AZb0NbB7zeTDHxT6ea13kuf/j+2FBGXAH/eTWt6FuXn+d8DTwL+JDObjSb37WQ+It5J6Tjwd5l5bXdsDmUB7bmZ+eGGtX2YMiXsCMr/xzdSTn7e0bCmz1FGag/vDr0JeG5mTvwK0/CAXkSckpkvW9FzJiUirqZsl31id/sdwJ6ZOXds72lIHp+I2GO6+1ussB/oJuUfA/y/zNymGxn5TssFTV1ds4F/5N6t6ZosKIyID1I2xfgRS0NNk0WXEbEl5WRrN8ro8QnAOzNzynAzwbq+SPmweSglMFzIsicUzeZvR8RZmbnDio5pWd3Unb8CXpWZ8xvX8mKGdnHMzP9uVMeSnt8RcRhwY3Y7qvZg4d6BlGlpn6MnJ/MR8UZgH8pUvqRcATgwMw+f9onjr2sNylWAHSgnrF8B/jOr3tcTrukRlG48z6P8XZ0FvK0eNZ1QLcMLUpd83QdRNjQ5kjL3/pGUjlzvyMzfjOs9V6U5yb0zCMERsU52bVQGImKjNlUtsVFmnhgR+8CSrXv70NN2sMPdX9KPHe5eAjy25SrjIVcB3wBeNFi1HhGt29FBmZ/5SEptw54N/HTy5SzpA74upaft8Hzk9YFHtahpWPRvC1qitBD7C8oVih2BU1h26lOLmg6kbLLw6e7QWyNi+8xc0KCcNSNiVmbeRQlYew3d1/qzdDCKPG/oWNJwx7bMPAI4InqyMdRAZt5DGbFtGtaHdWF419Z1dHI5XzeXmTdE6cKzD2XQap9xBmRo/x97dXFhROyVmf8DEBEvAz4IbNmwpt6t0O5smJlHRcRbM/M8ymrW8xrW813gYZQOEq29jG6v+u4HxfEsZ87thO1M2chnmT7lEfFbSquzFlN43kBZzPsoyjzNwd/TrZRLvs1Ez7ag7VaJ70bpmX4OpYf6dtmPvs5/ATypCzZExLHAdygLeCbts5SfR7+kbEjxja6mzWnf3aJPnZOIiI9l5tu6m3tm5iFD930yM/+mQU0nZuYrouxud6/w12j+7z9m5oeqqZnDNbWYkrlNRNxK+Zn54O5rWLpGodm0sK7Txg2UdWebAEdHxNcz853jek9D8mTsTvnHPJfyob0hbfdkhx6u0O70bYe7RwJXRcRFNJ5CkGWP+lOHLoX/A/DIiDgcODUzvzLpmjq928in+1A+JCL+PjMPbVHDNN7K0i1onxvdFrQN6zmTEvi2z8wfA0TEIdM/ZaIeRtkUBkr/2CYy8/0RcRbwR8BXhhaorkGZmzxxsZydSgey3U6lw+3f9gCGv59aLQR9a/d7sz6/Uxhs4LVw2kdNUGa27Ca1Iodl5ue7r2+OiKdTRpXHxpA8AZl5eUS8nzJCcxvwrMxc3LimS7qOEoONH67OzNY9dqF/O9w17TgwlW7F+KeBT0fEwymbZiygzK1rYZ1p7nvwxKqY2s8i4qGZeVtE/AulpdL7Gi+87NsWtE+hXKH4WpTdEo+nbdvFYR8EvhNlY6aghK+xfihOZ3A1sDr2gxa1dKbbqbSlWM7XzQwWFGfm/0bEH1J2bktKt42fNarpi93vg6mZ65eb/Zia0jdDAXlw+y7gvct5+Ixw4d4ERMRRlP6xr6VMsfgY8PEc6tXYoKZ1KCtoB7t+fQM4op47vTrrWgOdmQ1391oZRMRngbNz6o18XpCZr2xT2dI2ShGxPSVwfYQyNaRZJ4CIOJXys+BtlCtKvwYelJl/0aqmgSj9dnejTO25lHKF4sjGNf0RZeQ9gAtaBRqNLsqOl8+hjLKf3X09CMvnDBZAttBNd9qvqysoaycOyMyjG9Y0j7KQ/qFdTTcDr8vMJhuh9U1EfDMztx/qELTkLsY8BcSQPAHd4qqPDS7PdSOl/5qZezas6UTKqPZgu9fdgD/IzF1a1QT0boe7iDgNeE32aNvSvunaCZ4K3MkUG/m0DDWxdPvSDwKXZ+Zn+rRiO3qyBW2t6wDwfOCVmfm6Bu8/bU/5xlcCeici/m2Kw7cACzPzCw3quZb+9im/Gnh6dj2ku7U538rMZldzovRufnNmDua5b0/ZVrxZj/I+iYjHZrdr6qQ53WICMvPg6vYtlF1jWnp8dTZ/Tnf231rfdri7A7i8WzCwpDF+owUVvZRli+ynx7Ib+Zye/djI56cR8QnKls8HRcTaNN5xLyIeByzOzMGGHXOAh1BOMlrWtWd2fdIz856I+BplUWELH2VpT2m496Km1ms6+mYd4I9ZdhfOK4A9I+K5Q4voJiIz50zy/e6jxZQBooHbgOsa1bKkhkFABsjMb3ajpipOAp7Son2nI8kTEBFbUC71zmXZlk+ttgwlIj5JmV4x6LjxVGCPzHxTq5q6OvrWFH/KXtfZsMe1RhcRD6G0M7s8M3/YXbrfquEiRyLiUspI+xzKornTKCetTadbRMRnKIvk9gQ2Ao4GzhvnyvFpatmOssHDDd3tPSjB71pg/2y4u10fRcTZlKlNd3W3Z1HWKDyf8r0/ts0WVlBX7/qUR8R/AVsBX6CcfO1M6e3+A2iz2DEiDqacKH+2q+mVlGlYp3Q1rdZXTiLiO5QBtNcDB9f3j/PfzJHkyTiGsgDsYOC5lPmIrRczPBX464gYbD+5KXDloD1Ow8s8h0TEu+nJDneZeWzXP3bQrq8vCxw1gsy8PSJ+QZl7/0Pgru73lu7J0pf8JZRpWId2HwJNZearIuKVwOXA7cBumXl+o3KOoIz+E2V3uw+ydHe7I+lHJ54+2ZiyiG8wLWxdym6qd0fE75b/tPGIfvcp/1H3a2AwHaXl4sfBRjT1QvGn07jfdU/sSunoNIsJ/zsZkifjwZl5VkREli1e94+Ib9C2c8KODd97OltRdrh7HkM73NGuh+xzgGMpI1gBPDoi9sjGGz9oNN0J1zxKF5djgAdR5uE/o2FZv4+I3SitsV7UHXtQw3qAJVe83koZvfoT4DXd/O3bG5Sz5tBo8SuBIzPzFOCUbiRey/oQcGnXZnTQBeQDXbvIrzWop7d9yoFTMvN7jWuo/Xk23PGv7zLzasp0ucsy80vLe1z32TyjV3mdbjEBXR/iZwInU1bU/pSyPefEFwp0LcOWq/VlzIi4Cti6L4uYIuJiyta8V3e3twQ+m5lPaVuZRtEFqj8FLsmlW61e1nJBTETMpewm+e3M/Gy3WPWVmXlgq5q6uq6iLB46KyKC0kv9dZn5hAa1fI+yichdXV17DU5MI+J7mfnE6V9h9dNNJdqOEkgvzMzrG5dEH/uUR8Q3KYuKPwl8JjNvblsRRMSPKfng6My8ckWP19Qi4pLMnHbR733lSPJkvI0y3+gtlJ5+z6OMIrVwMUsXxGxKmfcUlLmIPwGarTru9GmHOyitua4e3MjMH0RE81E/jezOzMyIGHSWWXdFTxinrq3gP2fmqwfHsmzg0TQgd7bLzFuhzLcCPtp1d2mht7vb9dgawI2Uz/XNI2LzHlzx6l2f8q6V2JaUaY8LI+JC4JMt1ylQNljZFTiq6yxzNHD84P+jRjbj01gdSV5NRcQRwGmZeUZ3eyfKJZ93NK7rXMoPjOY73HX1HE05qTiuO7Q7MCv7sWWvViAi3glsQVnA9EHgdZQrAVO1zJpUTWcCL+rR1ZJ/zMwPdV/vkpknDd33gcz850Z1/RlLd7f7bXdsS2C91X0hUy0iDqJMS7mCoWlqrX5uDkQP+5QPdCesfwX8G2UaSFBq+1zjup5FOUl8GGV0+b2ZuahlTSuLcYwkG5LHaEWjMC1/gEXExfWUgYhYmJnzWtXU1fDsqY5n5nmTrgWgaxn2ZsrCrwC+TulfOfHFMLp/IuL5wAso/35nZuZXG9fzCcqI2mks21awyRbCwx8s9YfMOD50NPO63r9b9+3nUvSwT3lEbE0ZRZ4PfBU4KssOtI+iTIF6TIOa1uzqeS2l681xlF1Vnwl8IDO3XP6zNTCO7y2nW4zX0yj9Fz8LXED7jhbDftld/voUZaT01cCv2pZUwnCUzSm27Q5dmJnNpl50Hzr/2v3SSqgLxV+F8mEUEbtn5qcblnR992sN+rGd8HRbCPfpZ5aW7xrK4s9ehWR62Kcc+DjwH5RR4/8bHMzM67vPxBZ+CJwDfDgzvzV0/ORuZFmjmfFuPI4kj1F3dvh8ym52WwOnUy71XtG0MJYs4Hs3ZRU0lBHS9/Rg4d4rgA8D51I+oJ8JvCszT25UzzOA/YHHsOwOgM16XGvFImJ9yhWAjSkjtl/tbr8LuDQzd25YHlDmRw+mETSuw5HklVxEnAJsA5zFstPUmm561NM+5W/LzI9Vx96amYc0rGn7zPxmdewZDVsw9kpEvH26+8d5Fc6QPCHdGfRulAB4QN9W/PZFlF3/nj8YPY6I2cDXctndASdZz1XAP1AWPC5p0ZPdlqbqp4j4AmVR6reBHYA/oKxof2tmNm0hFhFPo+wquV5mbhoR2wBvyEYb+UTE3ZRpHwE8mNIjme72OpnpQtWeix5vetTNR94iM4/pfp6v1y1WbVXPvU78ejAFZKqaPEHtdK08lysz3zOu93a6xZh14Xg+JSDPoSwSaLYwICK+yL23eF2i9UIPYI1qesWvaHt57pbp+jKqtx6bmVsBRMR/Ar8ENs3MPmz1+jHghZQRbjLzuy0vqWbmmq3eWzOjD2F4Kn3qU971Jn8VsFm1XuihNJpq2J0wPx2YXY2Wrg/4/7IzzhC8IobkMYqIY4EnAl+iTGXoQwPzj3S/PwTYnLIS+keUNkt98OVu9f9nu9uvpPz9tXJORHyYcmLTfAdAjWzJrohZdh37cU8CMgCZeV1pRbyEGwnofouyEcwHgbnAOoPjPZgW9hK6PuWwZN5vq3n43wJuoGy5/tGh47cBlzWpqFzdWo977yR3K+4qeS9RdnLcE3gCy36fv25c72lIHq/XUC5jbgm8ZehDMSjtedZvUNO3gPdTWmH9pKtlE0pj9SatnoZl5rsi4qUs7SZxZGae2rCkQaui4a4fbhPaf9tExKDHaAAP7m63/L83cF1EPB3IKFuevwVwAwE9EMdQ1pgcDDyX0iWhD4sue9OnPMtut/9LWVC/XBHx7cyc9jEzWNN5lH7gn+zq0/SOA66iXIk7gNKSdaw/O52TvJqJiIMpZ65vH4ysdYucPgLcnplva1zfQZn5Tys61hcxhm0wtWqLiI2AQygr/gP4CmWutPPcdb8MWnpGxOVD04y+kZnPbFxX7/qUr0iL+cld/+93UqZkDi8QdzBmyFBLwUH/7QdR2nqO7e/JkLyaiYgfAltm9Q/fdeK4KjO3aFPZkjqmWsDQdBvh6bi4QvdVRMzOzBtb16FVR0ScT+kEdDJwNvBT4MDMfHzTwuhfn/IVafEzvVuwfgT3XiB+8STr6LuIuDAzt4uIrwNvAn5GaRM7tmlFTrdY/WQdkLuDdw8uibUQEX9H+aZ/bEQM5ocFZdS7z21w+nBJUyuXb0XEj4ETgFMy8+bWBWml9zbKOpO3AO+lTAebsuPFpPWwT3kf3ZWZh7cuYiVwZET8AbAvZeHzesB+43xDR5JXMxHxeeBzmflf1fFXA69o1d0iIjagtOn6ILBg6K7bWvduno4jybo/ImI7YFfKtrjfB47PzE+1rUqaGStDn/LlaTTdYn/gF8CpLLtAvLeffasLQ/JqJiI2pnRq+D/KpZ2k7G73YOAlmfnThuUBEBFPpizcS+D8PneSaN1fUyu3bn7yvwK724pN91c3p/Vd3HvToyZzWvvcp3xFIuKJk+5E1V1ZqmUPupP0StdS92Xce+72AeN6T6dbrGa6EPzUiHgepY1KAF/KzLPaVlZExL7AK1jaS/qYiDgpM9/XsKzp9HkqiHqoG2V7CWUk+XGU0aPtmhalld1JlDmt/0E/2gn2tk951z3pIOARlM+/ZTretGjVmpmbTfo9V1JfAG6hDPBNZAt2R5LVKxFxJfCnmXlHd/vBwCWZ+ScTrqPZNphatXWjRp8HTszMb7euRyu/QXeL1nUM9Hl784hYBLwoM3vTdrHr0vB3wGBToXOBT2Tm75f7pNVQRHwvM584yfd0JFl9cy2lSfgd3e21KZudTFqrhvda9T226x3brGesVjlfjIg30Z85rX3uU/7zPgXkzuGU3Qj/vbv9mu7Y65tV1E/fioitMvPySb2hI8nqlW5h4baUhR5J6a/5TcqiBjLzLe2qkx64bivao4D1MnPTiNgGeENmvqlxaVpJOad1dBFxCPCHlKs5wycUn1vuk8Zf03czc5sVHVtdRcT3KLsDz6L03b6G8m83OOkaW4tYR5LVN6d2vwbObVQH0GYbTK3yPkbZMeo0gMz8bkQ8a/qnSMvnnNb7ZH3gdkrv5oFk6TqYFu6OiMdl5o8AIuKx9GNueV9sDDypxRsbktUrPdy9buLbYGrVl5nXDW1TD34g6gFwTuvoMvO1rWuYwruAcyLiGsro6GMoW4ur+HGrbbsNyeqViPhLSjP8QSuj1nPYNs/MXSJi58w8NiI+A5zZqBatGq6LiKcDGRFrUTaA8MRLD4RzWlcgIv4xMz8UEYdSRo6X0XIqX2aeFRFbAI+nfOZdlZkT6d6wknjEdIvpx7mQ3pCsvvkY8FLg8ql2BmxgMBJzc0Q8kbIN5px25WgV8EbgEMolxMXAVygbLUj317bV/NWzu62OtdTgRHRh0yqW7yks7f+7TURQb/q1GluTsrvexHe4NSSrb64DvteTgAwNtsHUqisi1gRek5m7t65FqxTntK5AZn6x+71vU/qIiOMoPdMvZem/WwKG5OKGcW4YMh27W6hXImJbynSL81h25bF9ibVKiIhzM/M5revQqiMidgCOoaz6XzKnNTPPaVpYD0XEbOCfgLksuxi7ye6EXU1XAnN7NDjUKy13tnUkWX3zfuA3lB9eazWupck2mFrlnR8RHwdOAH47ONjn7dfVb85pvU8+Tfm/N58y9WkP4MamFcH3KG3pbmhcR1/t0OqNHUlWr0TEwsyc17qOgYj4Mku3wVxy+TIzP9qsKK3UImKq0b1sOZKllV+3GHQOy57Me7m+MtidMCIuG/TXjYjzMvPZDWs6h9Li7EKWvYL64lY1qXAkWX3ztYh4QWZ+pXUhnU0yc8fWRWjVkZnPne7+iNijj/Mm1V/Oab1PBouxb4iI+cD1wCYN6wHYv/H7azkcSVavRMRtwLqUs+nf07gFXEQcCRw6yW0wtXqLiEsy88mt69DKwzmto+vajH4DeDRwKGVzkfdk5mlNC5tGRHw7M5/Wuo7VkSPJ6pXMfGjrGuBe22C+tmvyPpFtMLXam3ibI630nNM6uv/JzFso0+imvarTI+us+CEaB0OyeiUiTgaOBr6cmfc0LKXZNpha7TkaqPtqI+D7EeGc1uWIiBdRPlvuioi7gVdk5rcalzUqfyY0YkhW3xxB2Y7z0Ig4CfhkZl7VoI5m22BqtedIsu6r/VsXsBJ4P/DMzLwqIp4KfAhotlhPKwdDsnolM79GWby3AbAb8NWIuA74D+BTmfn7aV9g5jTbBlOrvfNbF6CVS2aeN939zmkF4K7BgEtmXhARvZjaNyJPnBsxJKt3ImJD4NXAa4DvUPpabk/pZ/mcCZXRbBtMrZqmO+mCpSdembn3ZCrSasQ5rfce+Fjmds8HPl7TuoDVlSFZvRIRnwP+GDgOeFFmDhainBARCydYSrNtMLXKWplGrrRqcU5ruRr50OXcbvr3ExEvBQ4CHkEZmFmmq1Nmfq9heas1W8CpVyLieZl5dg/qaLYNpiTNJNsKLhURz8jM81d0bMI1LaIMCl3ZqgZNzZFk9c2GEfHQzLwtIv4FeDLwvgZb9jbbBlOrtohYB9gTeAJDl8Ez83XNitKqzmljSx1K+VxZ0bFJ+rkBuZ8MyeqbfTPzpIjYHngh8BHgcOCpkywiM2+a5PtptXIccBXl+/sAYHfAD0iN02o/pzUingY8HZhdzU1en7IGpaWFEXEC8HmWbeH3uXYlCWCN1gVIlcGWqvOBwzPzC8BaDeuRZtrmmbkv8Ntu++n5wFaNa9JKLCJeGhE/jIhbIuLWiLgtIm4d3O+cVqB8jqxHGRx86NCvW4GXN6wLSlC/HXgB8KLu1182rUj8//buPlbLuo7j+PuDYLoQVoSYM2FRcztRgKEhrjFaazXDh9rcmitXjo21RfmQbLpirQenFlvlP2ZkabZZLQsqpzULHFY8xKNPzZW1DM2eZKNmB/z0x3Ufuc8th3NIuH+/i/N5/XO4r+uc8RnncM73/K7P9bsgneSojKQfA08B7wTeCvwH2GR7btFgEUeJpE22z5W0Afgo8DTN1/jrC0eLlkqndewkzRzaA1/SBGCy7b2jfFiMU6lbRG0uBd4NfNH2vyS9Fvhk4UwRR9PXJL0K+BSwlmZ169NlI0XLpdM6djdIWk5z1XIrMFXSats39zuIpGtt3yTpqxxihw3bK/qdKYbLSnJUSdKpDL+p6U8F40REVEvSl4HTSKd1VJK2254n6TKaq5Urga2231Igy1Lb6yRdfqjznTpWFJSV5KiKpAuBLwGnA38FzqS5yelNJXNFHC2SXgG8H5hF1/fg7MsdL0N3p3WIgQzJLzVJ0iTgYuAW24OSiqwW2l7XeZthuFIZkqM2nwUWAj+3PV/SEprHU0ccL34EPEdzqff5Ud43YlS2P1w6Q4vcCjwJ7AA2SJpJc/NeMZKm06xoDzD8Cuo7ioUKIHWLqIykLbYXSNoBzLf9wtCNTqWzRRwNknbbnlM6R7RfOq1Hh6SJtvcX/PvvB+4GrgGWA5cDz9peWSpTNLKSHLX5l6TJwAbgLkl/BYp984o4Bh6S9Gbbu0oHidYbullvS9EULSJpBvAF4HTb75E0AJwHrCkYa5rtNZI+bns9sF7S+oJ5oiMryVEVSa+k2fZtAs1DFqYCd9n+e9FgES+TpN3ACzSLE28Efk9TtxDgEjcORYw3ku4Fbgeutz1X0kRgm+1ie5VL+rXthZLuA74C/AX4vu3ZpTJFI0NytIqkX9k+r3SOiCMl6Z/AvJHOD+3dGnGk0mkdO0mbbZ8jaZvt+Z1j222P+H+zD5neCzwIvI7mEdlTgM/YXlsqUzRSt4i2OWn0d4mo0h8yCMcxchdNp/UCujqtRRPVa5+kaXQ63JIW0txIW9KvbT/XybGkcJbokiE52iaXPqKtTpV01Ugnba/uZ5g4rqTTOnZX0TzEZ7akjcB0Cj2WWtJS4BvAfkkHgEttP1QiSxxahuSIiP44gebpeiodJI47g523eyRdQNNpPaNgnmrZ/q2kxcBZNP8XH7c9OMqHHSufB95u+zFJbwNuAhYXyhKHkCE52iYDRrTVnjwwJI6Rz0maClzNwU7rlWUjVe1cDj7M52xJ2L6jQI79th8DsP0bSacUyBCHkSE52uaDpQNE/J/yC14cK+m0jpGkO4HZwHbgQOewgRJDcm8Fa9jrVLDKy+4WURVJ7wNuBE6lGSqGtseaUjRYxMsk6dW2/1E6Rxw/ujutNANfOq2jkPQoMOAKhh9Jqw5z2rnyVF6G5KiKpCeApbYfHfWdIyLGMUk7aQbjFzutttNpPQxJ3wNW2N5TOssQSefb3jjasei/1C2iNs9kQI6IGJN0WsdI0jqaWsUpwCOSNtE8zAcA2xeWykbTIz97DMeizzIkR222SLob+CHDv4H9oFykiIgqpdM6dmuBGTQP7ei2GHiq/3FA0nnAImB6z+dxCs1uOFFYhuSozRTg38C7uo4ZyJAcETHcbTQro4d6nS7lcBcB19ne2X1Q0j5gFbCmQKYTabaFnMjwz+NeCu3dHMOlkxwREdFi6bSOTtJu23NGOLfL9pv7nanr75859DROSROAybb3lsoTB2UlOaog6VrbN0n6KodYAbG9okCsiIg2SKd1dCcd5tzJfUtxaDdIWk6zQ8lWYKqk1bZvLpxr3MuQHLUYullvS9EUEREtkU7rEdksaZnt27oPSrqCZjAtacD2XkmXAT8FVnYyZUguLENyVMH2us7bb5XOEhHREum0jt0ngHs6g+jQULyA5t/wkmKpGpMkTQIuBm6xPSgpXdgKpJMcVZE0nea36AG6Lo/ZfkexUBERFUundewkLQGGuskP236gZB4ASStofu7tuQ+jcgAABUBJREFUAC4AzgS+bfvtRYNFhuSoi6T7gbuBa4DlwOXAs7ZXFg0WEVEpSd+h+X75YqcVSKe1xSRNtL2/dI7xbkLpABE9ptleAwzaXm/7I8DC0qEiIio20Fk5vpim03om8MGykWKsJM2QtEbSvZ3XAzQLRFFYhuSozWDn7R5JF0iaD5xRMlBEROW6O60/sj1I9kluk28C9wGnd17/jqZDHYVlSI7afE7SVOBqmsrF14Ery0aKiKjarcCTwCuBDZJm0ty8F+3wGtvfBV4A6NQsDpSNFJBOclRG0mts/610joiINkuntT0k/RJ4P/Az22dLWgjcaHtx2WSRleSogqSlkp4Fdkn6s6RFpTNFRLRBOq2tdxWwFpgtaSNwB/CxspECspIclZC0E7jU9mOS3gbclN+iIyJG1xmObweutz1X0kRgW8lHLceR6XzOzgIEPN7plUdhWUmOWuy3/RiA7d8wfGP8iIgYWTqt7XcuMJfmUeIfkPShwnmCPHEv6nFqz2NVh722vbpApoiINtgnaRqdHS06ndbnykaKsZJ0JzAb2M7BX25MU7uIgjIkRy1uY/jqcffrdIIiIkbW22mdTh5L3SYLaPa6zs+6yqSTHFWRdL7tjaMdi4iIg9JpbS9J3wNW2N5TOksMlyE5qiLpt7bPHu1YREQc1NkRaBZdV4ht53J9xSSto7lSegowD9gEPD903vaFhaJFR+oWUQVJ5wGLgOk93eQpwAllUkVE1C+d1tZaC8wAHuw5vhh4qv9xoleG5KjFicBkmq/J7m7yXtKti4g4nHRa2+ki4DrbO7sPStoHrALWFEkVL0rdIqoiaabtP3b+PAGYbDuPV42IGEE6re0kabftOSOc25V9rsvLSnLU5gZJy2kuGW4FpkpabfvmwrkiIqrS02l9RFI6re1y0mHOndy3FDGiDMlRmwHbeyVdBvwUWEkzLGdIjogYLp3WdtssaZnt27oPSrqC5udeFJYhOWozSdIk4GLgFtuDktIJioh4qXRa2+0TwD2dRaGhoXgBzT06lxRLFS/KkBy1uRV4EtgBbJA0k+bmvYiIGG5W74AMYHuLpFn9jxNHwvYzwCJJS4ChbvJPbD9QMFZ0yY17UT1JE23vL50jIqImkp6w/YYjPRcRYzOhdICIbpJmSFoj6d7O6wHg8sKxIiJqtFnSst6D6bRGHB1ZSY6qdIbj24Hrbc/tPGp1W7bCiYgYTtIM4B7gvxyi02r76VLZIo4HGZKjKpI22z5H0jbb8zvHttueVzpbRESNejqtD6fTGnF05Ma9qM0+SdNo9v5E0kLgubKRIiLqZfsXwC9K54g43mRIjtpcRbP352xJG4Hp5LHUERER0WepW0R1Oj3kswABj9seLBwpIiIixpkMyVEdSYuAWXRd6bB9R7FAERERMe6kbhFVkXQnMBvYDhzoHDaQITkiIiL6JivJURVJjwIDzhdmREREFJSHiURtdgOnlQ4RERER41vqFlEFSetoahWnAI9I2gQ8P3Te9oWlskVERMT4kyE5arEWmAE82HN8MfBU/+NERETEeJYhOWpxEXCd7Z3dByXtA1YBa4qkioiIiHEpneSoxazeARnA9haa7eAiIiIi+iZDctTipMOcO7lvKSIiIiLIkBz12CxpWe9BSVcAWwvkiYiIiHEs+yRHFSTNAO4B/svBoXgBcCJwie2nS2WLiIiI8SdDclRF0hJgTuflw7YfKJknIiIixqcMyRERERERPdJJjoiIiIjokSE5IiIiIqJHhuSIiIiIiB4ZkiMiIiIiemRIjoiIiIjo8T8r+KrZZNNi9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(rf.feature_importances_,index = X.columns).sort_values(ascending=False).plot.bar(figsize = (12,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size = 0.3,random_state = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 99/99 [00:59<00:00,  1.16s/it]\n"
     ]
    }
   ],
   "source": [
    "#depth = 1\n",
    "from tqdm import tqdm\n",
    "scores_dict_depth_1 = {}\n",
    "for tree_size in tqdm(np.arange(10,1000,10)): \n",
    "    base_clf = DecisionTreeClassifier(max_depth=1)\n",
    "    boost = AdaBoostClassifier(base_clf,n_estimators=tree_size)\n",
    "    boost.fit(X_train,y_train)\n",
    "    scores_dict_depth_1[tree_size] = 1 - boost.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 99/99 [01:04<00:00,  1.25s/it]\n"
     ]
    }
   ],
   "source": [
    "#depth = 2\n",
    "from tqdm import tqdm\n",
    "scores_dict_depth_2 = {}\n",
    "for tree_size in tqdm(np.arange(10,1000,10)): \n",
    "    base_clf = DecisionTreeClassifier(max_depth=2)\n",
    "    boost = AdaBoostClassifier(base_clf,n_estimators=tree_size)\n",
    "    boost.fit(X_train,y_train)\n",
    "    scores_dict_depth_2[tree_size] = 1 - boost.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1abb2bea240>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(list(scores_dict_depth_1.keys()),list(scores_dict_depth_1.values()),label = 'Depth = 1',color = 'brown')\n",
    "plt.plot(list(scores_dict_depth_2.keys()),list(scores_dict_depth_2.values()),label = 'Depth = 2',color = 'green')\n",
    "plt.xlabel('Number of Trees')\n",
    "plt.ylabel('Test Error')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Happy Learning :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
